{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "use_gpu = True if torch.cuda.is_available() else False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using cache found in /home/jibin/.cache/torch/hub/facebookresearch_pytorch_GAN_zoo_hub\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average network found !\n"
     ]
    }
   ],
   "source": [
    "model = torch.hub.load('facebookresearch/pytorch_GAN_zoo:hub', 'PGAN', \n",
    "                       model_name='celebAHQ-512',\n",
    "                       pretrained=True, \n",
    "                       useGPU=use_gpu)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_images = 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "noise, _ = model.buildNoiseData(num_images)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "with torch.no_grad():\n",
    "    generated_images = model.test(noise)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import torchvision"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7feb0a79b160>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "grid = torchvision.utils.make_grid(generated_images.clamp(min=-1, max=1), scale_each=True, normalize=True)\n",
    "plt.imshow(grid.permute(1, 2, 0).cpu().numpy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
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